Pandas Profiling Report

Dataset statistics

Number of variables	21
Number of observations	3168
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	2
Duplicate rows (%)	0.1%
Total size in memory	519.9 KiB
Average record size in memory	168.0 B

Variable types

Numeric	20
Categorical	1

Warnings

Dataset has 2 (0.1%) duplicate rows	Duplicates
`meanfreq` is highly correlated with `median` and 2 other fields	High correlation
`median` is highly correlated with `meanfreq` and 1 other fields	High correlation
`Q25` is highly correlated with `meanfreq` and 1 other fields	High correlation
`skew` is highly correlated with `kurt`	High correlation
`kurt` is highly correlated with `skew`	High correlation
`centroid` is highly correlated with `meanfreq` and 2 other fields	High correlation
`maxdom` is highly correlated with `dfrange`	High correlation
`dfrange` is highly correlated with `maxdom`	High correlation
`label` is uniformly distributed	Uniform
`mode` has 236 (7.4%) zeros	Zeros
`dfrange` has 65 (2.1%) zeros	Zeros
`modindx` has 65 (2.1%) zeros	Zeros

Reproduction

Analysis started	2021-03-14 17:14:44.855743
Analysis finished	2021-03-14 17:15:40.436483
Duration	55.58 seconds
Software version	pandas-profiling v2.11.0
Download configuration	config.yaml

meanfreq
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3166
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1809066104
Minimum	0.039363343
Maximum	0.251123759
Zeros	0
Zeros (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	0.039363343
5-th percentile	0.1259677736
Q1	0.1636621367
median	0.1848384095
Q3	0.199146051
95-th percentile	0.2291036805
Maximum	0.251123759
Range	0.211760416
Interquartile range (IQR)	0.03548391425

Descriptive statistics

Standard deviation	0.0299178379
Coefficient of variation (CV)	0.1653772509
Kurtosis	0.8051605422
Mean	0.1809066104
Median Absolute Deviation (MAD)	0.017386913
Skewness	-0.6174952713
Sum	573.1121417
Variance	0.0008950770247
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.212189915	2	0.1%
0.213732372	2	0.1%
0.185847199	1	< 0.1%
0.153446983	1	< 0.1%
0.186106644	1	< 0.1%
0.185093974	1	< 0.1%
0.194936806	1	< 0.1%
0.238917034	1	< 0.1%
0.235183452	1	< 0.1%
0.1901168	1	< 0.1%
Other values (3156)	3156	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.039363343	1	< 0.1%
0.048254075	1	< 0.1%
0.059645487	1	< 0.1%
0.059780985	1	< 0.1%
0.062182312	1	< 0.1%

Value	Count	Frequency (%)
0.251123759	1	< 0.1%
0.249636593	1	< 0.1%
0.247040684	1	< 0.1%
0.244356447	1	< 0.1%
0.243528037	1	< 0.1%

sd
Real number (ℝ_≥0)

Distinct	3166
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0571259649
Minimum	0.018363242
Maximum	0.115273247
Zeros	0
Zeros (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	0.018363242
5-th percentile	0.03161699645
Q1	0.04195354575
median	0.0591551195
Q3	0.06702042325
95-th percentile	0.0854869509
Maximum	0.115273247
Range	0.096910005
Interquartile range (IQR)	0.0250668775

Descriptive statistics

Standard deviation	0.01665224708
Coefficient of variation (CV)	0.2915004956
Kurtosis	-0.521788949
Mean	0.0571259649
Median Absolute Deviation (MAD)	0.0124773995
Skewness	0.1369163163
Sum	180.9750568
Variance	0.0002772973329
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.043190431	2	0.1%
0.057704739	2	0.1%
0.05114691	1	< 0.1%
0.086811753	1	< 0.1%
0.030187814	1	< 0.1%
0.06929707	1	< 0.1%
0.04061233	1	< 0.1%
0.080039563	1	< 0.1%
0.042727511	1	< 0.1%
0.059820084	1	< 0.1%
Other values (3156)	3156	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.018363242	1	< 0.1%
0.021781991	1	< 0.1%
0.024001665	1	< 0.1%
0.024268932	1	< 0.1%
0.02456279	1	< 0.1%

Value	Count	Frequency (%)
0.115273247	1	< 0.1%
0.114508038	1	< 0.1%
0.112649119	1	< 0.1%
0.111260492	1	< 0.1%
0.111256969	1	< 0.1%

median
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3077
Distinct (%)	97.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1856206765
Minimum	0.010974576
Maximum	0.26122449
Zeros	0
Zeros (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	0.010974576
5-th percentile	0.1163549304
Q1	0.1695925233
median	0.190032379
Q3	0.210618127
95-th percentile	0.2358259825
Maximum	0.26122449
Range	0.250249914
Interquartile range (IQR)	0.04102560375

Descriptive statistics

Standard deviation	0.03636014632
Coefficient of variation (CV)	0.1958841386
Kurtosis	1.629500927
Mean	0.1856206765
Median Absolute Deviation (MAD)	0.0205781325
Skewness	-1.012784663
Sum	588.0463031
Variance	0.00132206024
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.186666667	6	0.2%
0.22	4	0.1%
0.183448276	3	0.1%
0.212121212	3	0.1%
0.172031558	3	0.1%
0.204132554	3	0.1%
0.1792	3	0.1%
0.145728314	2	0.1%
0.18893913	2	0.1%
0.209896296	2	0.1%
Other values (3067)	3137	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.010974576	1	< 0.1%
0.013587522	1	< 0.1%
0.01579031	1	< 0.1%
0.026994681	1	< 0.1%
0.029361296	1	< 0.1%

Value	Count	Frequency (%)
0.26122449	1	< 0.1%
0.260540541	1	< 0.1%
0.25741705	1	< 0.1%
0.25698356	1	< 0.1%
0.256631259	1	< 0.1%

Q25
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3103
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1404555905
Minimum	0.000228758
Maximum	0.247346939
Zeros	0
Zeros (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	0.000228758
5-th percentile	0.04358040915
Q1	0.111086513
median	0.1402864185
Q3	0.1759387713
95-th percentile	0.2152441288
Maximum	0.247346939
Range	0.247118181
Interquartile range (IQR)	0.06485225825

Descriptive statistics

Standard deviation	0.04867971586
Coefficient of variation (CV)	0.3465843951
Kurtosis	0.01833354694
Mean	0.1404555905
Median Absolute Deviation (MAD)	0.032641123
Skewness	-0.4908766852
Sum	444.9633106
Variance	0.002369714736
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.14	6	0.2%
0.203636364	3	0.1%
0.171612903	3	0.1%
0.136585366	2	0.1%
0.136818182	2	0.1%
0.136515373	2	0.1%
0.101308699	2	0.1%
0.127272727	2	0.1%
0.086382979	2	0.1%
0.126414709	2	0.1%
Other values (3093)	3142	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.000228758	1	< 0.1%
0.000235492	1	< 0.1%
0.000239521	1	< 0.1%
0.000250223	1	< 0.1%
0.000266921	2	0.1%

Value	Count	Frequency (%)
0.247346939	1	< 0.1%
0.242123532	1	< 0.1%
0.240735194	1	< 0.1%
0.240541625	1	< 0.1%
0.239459459	1	< 0.1%

Q75
Real number (ℝ_≥0)

Distinct	3034
Distinct (%)	95.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2247649614
Minimum	0.042946274
Maximum	0.273469388
Zeros	0
Zeros (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	0.042946274
5-th percentile	0.1874137336
Q1	0.2087466155
median	0.225684215
Q3	0.2436604828
95-th percentile	0.2576779698
Maximum	0.273469388
Range	0.230523114
Interquartile range (IQR)	0.03491386725

Descriptive statistics

Standard deviation	0.02363927828
Coefficient of variation (CV)	0.1051733248
Kurtosis	2.981810298
Mean	0.2247649614
Median Absolute Deviation (MAD)	0.0174242505
Skewness	-0.9003108142
Sum	712.0553977
Variance	0.0005588154777
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.241818182	5	0.2%
0.24	5	0.2%
0.248888889	4	0.1%
0.233333333	4	0.1%
0.229090909	4	0.1%
0.245	4	0.1%
0.24137931	4	0.1%
0.247780822	3	0.1%
0.208571429	3	0.1%
0.240408163	3	0.1%
Other values (3024)	3129	98.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.042946274	1	< 0.1%
0.058268467	1	< 0.1%
0.075957447	1	< 0.1%
0.09019344	1	< 0.1%
0.09266619	1	< 0.1%

Value	Count	Frequency (%)
0.273469388	1	< 0.1%
0.26985173	1	< 0.1%
0.26893733	1	< 0.1%
0.268924051	1	< 0.1%
0.268791994	1	< 0.1%

IQR
Real number (ℝ_≥0)

Distinct	3068
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.08430937094
Minimum	0.014557731
Maximum	0.252225201
Zeros	0
Zeros (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	0.014557731
5-th percentile	0.02548668955
Q1	0.0425597345
median	0.094279954
Q3	0.1141750868
95-th percentile	0.1563189556
Maximum	0.252225201
Range	0.23766747
Interquartile range (IQR)	0.07161535225

Descriptive statistics

Standard deviation	0.04278305438
Coefficient of variation (CV)	0.5074531324
Kurtosis	-0.448160297
Mean	0.08430937094
Median Absolute Deviation (MAD)	0.0326551935
Skewness	0.2954323561
Sum	267.0920871
Variance	0.001830389742
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.105	4	0.1%
0.043076923	4	0.1%
0.035	4	0.1%
0.105844504	3	0.1%
0.046666667	3	0.1%
0.024888889	3	0.1%
0.023333333	3	0.1%
0.106715064	2	0.1%
0.093333333	2	0.1%
0.11030303	2	0.1%
Other values (3058)	3138	99.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.014557731	1	< 0.1%
0.014922481	1	< 0.1%
0.015111111	1	< 0.1%
0.01549101	1	< 0.1%
0.016585366	1	< 0.1%

Value	Count	Frequency (%)
0.252225201	1	< 0.1%
0.248770257	1	< 0.1%
0.248191654	1	< 0.1%
0.245965271	1	< 0.1%
0.245300286	1	< 0.1%

skew
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3166
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.14016752
Minimum	0.141735424
Maximum	34.72545327
Zeros	0
Zeros (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	0.141735424
5-th percentile	1.122956172
Q1	1.649568695
median	2.197100657
Q3	2.931694047
95-th percentile	6.918370951
Maximum	34.72545327
Range	34.58371785
Interquartile range (IQR)	1.282125352

Descriptive statistics

Standard deviation	4.240528713
Coefficient of variation (CV)	1.350414806
Kurtosis	25.36344634
Mean	3.14016752
Median Absolute Deviation (MAD)	0.6101389845
Skewness	4.933314185
Sum	9948.050704
Variance	17.98208377
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.862572809	2	0.1%
2.113598278	2	0.1%
0.810437608	1	< 0.1%
9.649950243	1	< 0.1%
2.736023687	1	< 0.1%
1.196867408	1	< 0.1%
2.616275522	1	< 0.1%
1.99099462	1	< 0.1%
1.367685176	1	< 0.1%
1.833347411	1	< 0.1%
Other values (3156)	3156	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.141735424	1	< 0.1%
0.285020285	1	< 0.1%
0.326033034	1	< 0.1%
0.529583803	1	< 0.1%
0.548742705	1	< 0.1%

Value	Count	Frequency (%)
34.72545327	1	< 0.1%
34.53748756	1	< 0.1%
33.56633753	1	< 0.1%
33.16730036	1	< 0.1%
32.35073927	1	< 0.1%

kurt
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3166
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	36.56846079
Minimum	2.068455491
Maximum	1309.612887
Zeros	0
Zeros (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	2.068455491
5-th percentile	3.755363316
Q1	5.669546856
median	8.318463289
Q3	13.64890532
95-th percentile	75.16913085
Maximum	1309.612887
Range	1307.544432
Interquartile range (IQR)	7.979358461

Descriptive statistics

Standard deviation	134.9286612
Coefficient of variation (CV)	3.689755005
Kurtosis	35.93212929
Mean	36.56846079
Median Absolute Deviation (MAD)	3.304528941
Skewness	5.872586434
Sum	115848.8838
Variance	18205.74362
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.890926985	2	0.1%
6.109790286	2	0.1%
7.224561386	1	< 0.1%
9.717257347	1	< 0.1%
8.078100725	1	< 0.1%
5.533729941	1	< 0.1%
4.977691856	1	< 0.1%
4.765510339	1	< 0.1%
60.95324128	1	< 0.1%
10.63450554	1	< 0.1%
Other values (3156)	3156	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.068455491	1	< 0.1%
2.209672772	1	< 0.1%
2.269432223	1	< 0.1%
2.293368	1	< 0.1%
2.46256132	1	< 0.1%

Value	Count	Frequency (%)
1309.612887	1	< 0.1%
1271.353628	1	< 0.1%
1202.684552	1	< 0.1%
1193.434066	1	< 0.1%
1128.534782	1	< 0.1%

sp.ent
Real number (ℝ_≥0)

Distinct	3166
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.8951270643
Minimum	0.738650686
Maximum	0.981996589
Zeros	0
Zeros (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	0.738650686
5-th percentile	0.8167506624
Q1	0.8618109808
median	0.9017668305
Q3	0.9287134565
95-th percentile	0.9629862749
Maximum	0.981996589
Range	0.243345903
Interquartile range (IQR)	0.06690247575

Descriptive statistics

Standard deviation	0.04497951839
Coefficient of variation (CV)	0.05024931117
Kurtosis	-0.4239247361
Mean	0.8951270643
Median Absolute Deviation (MAD)	0.032091176
Skewness	-0.4309339828
Sum	2835.76254
Variance	0.002023157075
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.859712348	2	0.1%
0.877668869	2	0.1%
0.898404175	1	< 0.1%
0.953904238	1	< 0.1%
0.840807243	1	< 0.1%
0.904631339	1	< 0.1%
0.944391219	1	< 0.1%
0.917465233	1	< 0.1%
0.852777688	1	< 0.1%
0.895110717	1	< 0.1%
Other values (3156)	3156	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.738650686	1	< 0.1%
0.747569467	1	< 0.1%
0.74769487	1	< 0.1%
0.748495008	1	< 0.1%
0.74867638	1	< 0.1%

Value	Count	Frequency (%)
0.981996589	1	< 0.1%
0.97848179	1	< 0.1%
0.97653297	1	< 0.1%
0.976462619	1	< 0.1%
0.976355461	1	< 0.1%

sfm
Real number (ℝ_≥0)

Distinct	3166
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4082164114
Minimum	0.036876475
Maximum	0.842935931
Zeros	0
Zeros (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	0.036876475
5-th percentile	0.1584453161
Q1	0.2580405217
median	0.3963351565
Q3	0.533676165
95-th percentile	0.7328248347
Maximum	0.842935931
Range	0.806059456
Interquartile range (IQR)	0.2756356432

Descriptive statistics

Standard deviation	0.177521105
Coefficient of variation (CV)	0.4348700837
Kurtosis	-0.8359339026
Mean	0.4082164114
Median Absolute Deviation (MAD)	0.138087565
Skewness	0.339957584
Sum	1293.229591
Variance	0.03151374272
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.31439768	2	0.1%
0.084934364	2	0.1%
0.382120749	1	< 0.1%
0.371019944	1	< 0.1%
0.414699638	1	< 0.1%
0.369092365	1	< 0.1%
0.315269934	1	< 0.1%
0.189702742	1	< 0.1%
0.312363275	1	< 0.1%
0.462571346	1	< 0.1%
Other values (3156)	3156	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.036876475	1	< 0.1%
0.080237471	1	< 0.1%
0.080963443	1	< 0.1%
0.082204085	1	< 0.1%
0.082655606	1	< 0.1%

Value	Count	Frequency (%)
0.842935931	1	< 0.1%
0.831346867	1	< 0.1%
0.826099138	1	< 0.1%
0.822670654	1	< 0.1%
0.822586636	1	< 0.1%

mode
Real number (ℝ_≥0)

ZEROS

Distinct	2825
Distinct (%)	89.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1652817968
Minimum	0
Maximum	0.28
Zeros	236
Zeros (%)	7.4%
Memory size	24.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.1180157757
median	0.1865986395
Q3	0.2211041342
95-th percentile	0.2608128743
Maximum	0.28
Range	0.28
Interquartile range (IQR)	0.1030883585

Descriptive statistics

Standard deviation	0.07720301385
Coefficient of variation (CV)	0.4670993138
Kurtosis	-0.2559077038
Mean	0.1652817968
Median Absolute Deviation (MAD)	0.044509883
Skewness	-0.8372359938
Sum	523.6127321
Variance	0.005960305347
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	236	7.4%
0.28	10	0.3%
0.060053619	5	0.2%
0.060047657	5	0.2%
0.186666667	5	0.2%
0.050114242	4	0.1%
0.050133333	4	0.1%
0.050055866	4	0.1%
0.05005988	4	0.1%
0.050061652	4	0.1%
Other values (2815)	2887	91.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	236	7.4%
0.000727903	1	< 0.1%
0.000774908	1	< 0.1%
0.000800763	1	< 0.1%
0.000842739	1	< 0.1%

Value	Count	Frequency (%)
0.28	10	0.3%
0.27970339	1	< 0.1%
0.279585185	1	< 0.1%
0.279522998	1	< 0.1%
0.27911811	1	< 0.1%

centroid
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3166
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1809066104
Minimum	0.039363343
Maximum	0.251123759
Zeros	0
Zeros (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	0.039363343
5-th percentile	0.1259677736
Q1	0.1636621367
median	0.1848384095
Q3	0.199146051
95-th percentile	0.2291036805
Maximum	0.251123759
Range	0.211760416
Interquartile range (IQR)	0.03548391425

Descriptive statistics

Standard deviation	0.0299178379
Coefficient of variation (CV)	0.1653772509
Kurtosis	0.8051605422
Mean	0.1809066104
Median Absolute Deviation (MAD)	0.017386913
Skewness	-0.6174952713
Sum	573.1121417
Variance	0.0008950770247
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.212189915	2	0.1%
0.213732372	2	0.1%
0.185847199	1	< 0.1%
0.153446983	1	< 0.1%
0.186106644	1	< 0.1%
0.185093974	1	< 0.1%
0.194936806	1	< 0.1%
0.238917034	1	< 0.1%
0.235183452	1	< 0.1%
0.1901168	1	< 0.1%
Other values (3156)	3156	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.039363343	1	< 0.1%
0.048254075	1	< 0.1%
0.059645487	1	< 0.1%
0.059780985	1	< 0.1%
0.062182312	1	< 0.1%

Value	Count	Frequency (%)
0.251123759	1	< 0.1%
0.249636593	1	< 0.1%
0.247040684	1	< 0.1%
0.244356447	1	< 0.1%
0.243528037	1	< 0.1%

meanfun
Real number (ℝ_≥0)

Distinct	3166
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1428067343
Minimum	0.055565349
Maximum	0.237636387
Zeros	0
Zeros (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	0.055565349
5-th percentile	0.0936270943
Q1	0.1169984857
median	0.140518518
Q3	0.16958062
95-th percentile	0.1934318978
Maximum	0.237636387
Range	0.182071038
Interquartile range (IQR)	0.05258213425

Descriptive statistics

Standard deviation	0.03230443258
Coefficient of variation (CV)	0.2262108488
Kurtosis	-0.85995965
Mean	0.1428067343
Median Absolute Deviation (MAD)	0.02632417
Skewness	0.03914069061
Sum	452.4117342
Variance	0.001043576364
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.139942478	2	0.1%
0.133667303	2	0.1%
0.17971545	1	< 0.1%
0.098589335	1	< 0.1%
0.111493525	1	< 0.1%
0.184853233	1	< 0.1%
0.115525277	1	< 0.1%
0.129999201	1	< 0.1%
0.157768252	1	< 0.1%
0.108887413	1	< 0.1%
Other values (3156)	3156	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.055565349	1	< 0.1%
0.057045239	1	< 0.1%
0.060965707	1	< 0.1%
0.062541644	1	< 0.1%
0.06347518	1	< 0.1%

Value	Count	Frequency (%)
0.237636387	1	< 0.1%
0.23113529	1	< 0.1%
0.22915253	1	< 0.1%
0.225755471	1	< 0.1%
0.223417049	1	< 0.1%

minfun
Real number (ℝ_≥0)

Distinct	913
Distinct (%)	28.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.03680180836
Minimum	0.009775171
Maximum	0.204081633
Zeros	0
Zeros (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	0.009775171
5-th percentile	0.015794669
Q1	0.018223235
median	0.04610951
Q3	0.047904192
95-th percentile	0.05644147355
Maximum	0.204081633
Range	0.194306462
Interquartile range (IQR)	0.029680957

Descriptive statistics

Standard deviation	0.01921995215
Coefficient of variation (CV)	0.5222556446
Kurtosis	10.75808577
Mean	0.03680180836
Median Absolute Deviation (MAD)	0.011266304
Skewness	1.87800396
Sum	116.5881289
Variance	0.0003694065605
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.046920821	64	2.0%
0.047105005	59	1.9%
0.047012733	53	1.7%
0.046966732	47	1.5%
0.047058824	46	1.5%
0.04729064	46	1.5%
0.047151277	41	1.3%
0.04719764	40	1.3%
0.047384008	40	1.3%
0.047477745	35	1.1%
Other values (903)	2697	85.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.009775171	1	< 0.1%
0.009784736	1	< 0.1%
0.00990099	1	< 0.1%
0.009910803	1	< 0.1%
0.010162602	1	< 0.1%

Value	Count	Frequency (%)
0.204081633	1	< 0.1%
0.2	2	0.1%
0.185185185	1	< 0.1%
0.178571429	1	< 0.1%
0.168421053	1	< 0.1%

maxfun
Real number (ℝ_≥0)

Distinct	123
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2588422457
Minimum	0.103092784
Maximum	0.279113924
Zeros	0
Zeros (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	0.103092784
5-th percentile	0.1924698792
Q1	0.253968254
median	0.271186441
Q3	0.277456647
95-th percentile	0.279069767
Maximum	0.279113924
Range	0.17602114
Interquartile range (IQR)	0.023488393

Descriptive statistics

Standard deviation	0.03007730937
Coefficient of variation (CV)	0.1161993835
Kurtosis	5.203917905
Mean	0.2588422457
Median Absolute Deviation (MAD)	0.007883326
Skewness	-2.238534779
Sum	820.0122343
Variance	0.0009046445387
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.279069767	532	16.8%
0.275862069	462	14.6%
0.277456647	339	10.7%
0.271186441	235	7.4%
0.266666667	159	5.0%
0.262295082	127	4.0%
0.274285714	107	3.4%
0.25	101	3.2%
0.258064516	86	2.7%
0.253968254	62	2.0%
Other values (113)	958	30.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.103092784	1	< 0.1%
0.105263158	1	< 0.1%
0.108695652	1	< 0.1%
0.111111111	1	< 0.1%
0.112359551	1	< 0.1%

Value	Count	Frequency (%)
0.279113924	6	0.2%
0.279069767	532	16.8%
0.277777778	39	1.2%
0.277456647	339	10.7%
0.277358491	3	0.1%

meandom
Real number (ℝ_≥0)

Distinct	2999
Distinct (%)	94.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.8292109597
Minimum	0.0078125
Maximum	2.957682292
Zeros	0
Zeros (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	0.0078125
5-th percentile	0.1044901209
Q1	0.4198279747
median	0.765794837
Q3	1.177165905
95-th percentile	1.800401651
Maximum	2.957682292
Range	2.949869792
Interquartile range (IQR)	0.7573379298

Descriptive statistics

Standard deviation	0.5252050333
Coefficient of variation (CV)	0.6333792712
Kurtosis	-0.05477253033
Mean	0.8292109597
Median Absolute Deviation (MAD)	0.374942472
Skewness	0.6110224343
Sum	2626.94032
Variance	0.275840327
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0078125	61	1.9%
0.71875	4	0.1%
0.4609375	4	0.1%
0.1953125	4	0.1%
0.0703125	4	0.1%
1.372395833	3	0.1%
0.367838542	3	0.1%
1.0078125	3	0.1%
0.2578125	3	0.1%
0.578125	3	0.1%
Other values (2989)	3076	97.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0078125	61	1.9%
0.007978723	1	< 0.1%
0.007990057	1	< 0.1%
0.008184524	1	< 0.1%
0.008246528	1	< 0.1%

Value	Count	Frequency (%)
2.957682292	1	< 0.1%
2.805245536	1	< 0.1%
2.676988636	1	< 0.1%
2.591579861	1	< 0.1%
2.544270833	1	< 0.1%

mindom
Real number (ℝ_≥0)

Distinct	77
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.05264704543
Minimum	0.004882813
Maximum	0.458984375
Zeros	0
Zeros (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	0.004882813
5-th percentile	0.0078125
Q1	0.0078125
median	0.0234375
Q3	0.0703125
95-th percentile	0.1875
Maximum	0.458984375
Range	0.454101562
Interquartile range (IQR)	0.0625

Descriptive statistics

Standard deviation	0.06329947813
Coefficient of variation (CV)	1.202336762
Kurtosis	2.187585991
Mean	0.05264704543
Median Absolute Deviation (MAD)	0.015625
Skewness	1.661113783
Sum	166.7858399
Variance	0.004006823932
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0234375	1246	39.3%
0.0078125	814	25.7%
0.1640625	109	3.4%
0.0546875	63	2.0%
0.004882813	61	1.9%
0.15625	46	1.5%
0.09375	46	1.5%
0.2109375	45	1.4%
0.0703125	42	1.3%
0.015625	38	1.2%
Other values (67)	658	20.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.004882813	61	1.9%
0.0078125	814	25.7%
0.014648438	2	0.1%
0.015625	38	1.2%
0.01953125	1	< 0.1%

Value	Count	Frequency (%)
0.458984375	1	< 0.1%
0.44921875	1	< 0.1%
0.400390625	1	< 0.1%
0.3515625	1	< 0.1%
0.34375	1	< 0.1%

maxdom
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1054
Distinct (%)	33.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.047276738
Minimum	0.0078125
Maximum	21.8671875
Zeros	0
Zeros (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	0.0078125
5-th percentile	0.3125
Q1	2.0703125
median	4.9921875
Q3	7.0078125
95-th percentile	10.640625
Maximum	21.8671875
Range	21.859375
Interquartile range (IQR)	4.9375

Descriptive statistics

Standard deviation	3.521156611
Coefficient of variation (CV)	0.6976349415
Kurtosis	1.31473759
Mean	5.047276738
Median Absolute Deviation (MAD)	2.40625
Skewness	0.7261889465
Sum	15989.77271
Variance	12.39854388
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0078125	61	1.9%
7	21	0.7%
5.15625	16	0.5%
12.0234375	15	0.5%
0.6953125	13	0.4%
0.5625	13	0.4%
0.786132813	13	0.4%
5.390625	11	0.3%
0.734375	11	0.3%
6.4453125	11	0.3%
Other values (1044)	2983	94.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0078125	61	1.9%
0.015625	3	0.1%
0.0234375	1	< 0.1%
0.0546875	1	< 0.1%
0.0703125	4	0.1%

Value	Count	Frequency (%)
21.8671875	1	< 0.1%
21.84375	1	< 0.1%
21.796875	1	< 0.1%
21.5625	1	< 0.1%
21.515625	1	< 0.1%

dfrange
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	1091
Distinct (%)	34.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.994629692
Minimum	0
Maximum	21.84375
Zeros	65
Zeros (%)	2.1%
Memory size	24.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.265625
Q1	2.044921875
median	4.9453125
Q3	6.9921875
95-th percentile	10.60898437
Maximum	21.84375
Range	21.84375
Interquartile range (IQR)	4.947265625

Descriptive statistics

Standard deviation	3.52003912
Coefficient of variation (CV)	0.7047647847
Kurtosis	1.318012674
Mean	4.994629692
Median Absolute Deviation (MAD)	2.390625
Skewness	0.7282610635
Sum	15822.98687
Variance	12.39067541
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	65	2.1%
5.1328125	15	0.5%
0.625	15	0.5%
0.6796875	14	0.4%
3.75	13	0.4%
0.6640625	12	0.4%
0.703125	11	0.3%
0.640625	11	0.3%
8.8828125	11	0.3%
12	10	0.3%
Other values (1081)	2991	94.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	65	2.1%
0.0078125	3	0.1%
0.015625	1	< 0.1%
0.01953125	2	0.1%
0.024414063	1	< 0.1%

Value	Count	Frequency (%)
21.84375	1	< 0.1%
21.8203125	1	< 0.1%
21.7734375	1	< 0.1%
21.5390625	1	< 0.1%
21.4921875	1	< 0.1%

modindx
Real number (ℝ_≥0)

ZEROS

Distinct	3079
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1737515061
Minimum	0
Maximum	0.932374101
Zeros	65
Zeros (%)	2.1%
Memory size	24.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.05774969085
Q1	0.099765806
median	0.1393570225
Q3	0.2091832492
95-th percentile	0.4055158152
Maximum	0.932374101
Range	0.932374101
Interquartile range (IQR)	0.1094174432

Descriptive statistics

Standard deviation	0.1194543894
Coefficient of variation (CV)	0.6875013176
Kurtosis	5.924935219
Mean	0.1737515061
Median Absolute Deviation (MAD)	0.047418634
Skewness	2.064334578
Sum	550.4447715
Variance	0.01426935115
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	65	2.1%
0.133333333	3	0.1%
0.166666667	3	0.1%
0.2	3	0.1%
0.052631579	3	0.1%
0.117647059	3	0.1%
0.14	2	0.1%
0.146205357	2	0.1%
0.211538462	2	0.1%
0.240740741	2	0.1%
Other values (3069)	3080	97.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	65	2.1%
0.019881353	1	< 0.1%
0.02164751	1	< 0.1%
0.021943574	1	< 0.1%
0.022167488	1	< 0.1%

Value	Count	Frequency (%)
0.932374101	1	< 0.1%
0.879503106	1	< 0.1%
0.857764245	1	< 0.1%
0.854700855	1	< 0.1%
0.844482759	1	< 0.1%

label
Categorical

UNIFORM

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	24.9 KiB

male	1584
female	1584

Length

Max length	6
Median length	5
Mean length	5
Min length	4

Characters and Unicode

Total characters	15840
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	male
2nd row	male
3rd row	male
4th row	male
5th row	male

Value	Count	Frequency (%)
male	1584	50.0%
female	1584	50.0%

Histogram of lengths of the category

Value	Count	Frequency (%)
male	1584	50.0%
female	1584	50.0%

Most occurring characters

Value	Count	Frequency (%)
e	4752	30.0%
m	3168	20.0%
a	3168	20.0%
l	3168	20.0%
f	1584	10.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	15840	100.0%

Most frequent character per category

Value	Count	Frequency (%)
e	4752	30.0%
m	3168	20.0%
a	3168	20.0%
l	3168	20.0%
f	1584	10.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	15840	100.0%

Most frequent character per script

Value	Count	Frequency (%)
e	4752	30.0%
m	3168	20.0%
a	3168	20.0%
l	3168	20.0%
f	1584	10.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	15840	100.0%

Most frequent character per block

Value	Count	Frequency (%)
e	4752	30.0%
m	3168	20.0%
a	3168	20.0%
l	3168	20.0%
f	1584	10.0%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	meanfreq	sd	median	Q25	Q75	IQR	skew	kurt	sp.ent	sfm	mode	centroid	meanfun	minfun	maxfun	meandom	mindom	maxdom	dfrange	modindx	label
0	0.059781	0.064241	0.032027	0.015071	0.090193	0.075122	12.863462	274.402906	0.893369	0.491918	0.000000	0.059781	0.084279	0.015702	0.275862	0.007812	0.007812	0.007812	0.000000	0.000000	male
1	0.066009	0.067310	0.040229	0.019414	0.092666	0.073252	22.423285	634.613855	0.892193	0.513724	0.000000	0.066009	0.107937	0.015826	0.250000	0.009014	0.007812	0.054688	0.046875	0.052632	male
2	0.077316	0.083829	0.036718	0.008701	0.131908	0.123207	30.757155	1024.927705	0.846389	0.478905	0.000000	0.077316	0.098706	0.015656	0.271186	0.007990	0.007812	0.015625	0.007812	0.046512	male
3	0.151228	0.072111	0.158011	0.096582	0.207955	0.111374	1.232831	4.177296	0.963322	0.727232	0.083878	0.151228	0.088965	0.017798	0.250000	0.201497	0.007812	0.562500	0.554688	0.247119	male
4	0.135120	0.079146	0.124656	0.078720	0.206045	0.127325	1.101174	4.333713	0.971955	0.783568	0.104261	0.135120	0.106398	0.016931	0.266667	0.712812	0.007812	5.484375	5.476562	0.208274	male
5	0.132786	0.079557	0.119090	0.067958	0.209592	0.141634	1.932562	8.308895	0.963181	0.738307	0.112555	0.132786	0.110132	0.017112	0.253968	0.298222	0.007812	2.726562	2.718750	0.125160	male
6	0.150762	0.074463	0.160106	0.092899	0.205718	0.112819	1.530643	5.987498	0.967573	0.762638	0.086197	0.150762	0.105945	0.026230	0.266667	0.479620	0.007812	5.312500	5.304688	0.123992	male
7	0.160514	0.076767	0.144337	0.110532	0.231962	0.121430	1.397156	4.766611	0.959255	0.719858	0.128324	0.160514	0.093052	0.017758	0.144144	0.301339	0.007812	0.539062	0.531250	0.283937	male
8	0.142239	0.078018	0.138587	0.088206	0.208587	0.120381	1.099746	4.070284	0.970723	0.770992	0.219103	0.142239	0.096729	0.017957	0.250000	0.336476	0.007812	2.164062	2.156250	0.148272	male
9	0.134329	0.080350	0.121451	0.075580	0.201957	0.126377	1.190368	4.787310	0.975246	0.804505	0.011699	0.134329	0.105881	0.019300	0.262295	0.340365	0.015625	4.695312	4.679688	0.089920	male

Last rows

	meanfreq	sd	median	Q25	Q75	IQR	skew	kurt	sp.ent	sfm	mode	centroid	meanfun	minfun	maxfun	meandom	mindom	maxdom	dfrange	modindx	label
3158	0.183667	0.040607	0.182534	0.156480	0.207646	0.051166	2.054138	7.483019	0.898138	0.313925	0.177040	0.183667	0.149237	0.018648	0.262295	0.550312	0.007812	3.421875	3.414062	0.166503	female
3159	0.168794	0.085842	0.188980	0.095558	0.240229	0.144671	1.462248	5.077956	0.956201	0.706861	0.184442	0.168794	0.182863	0.020699	0.271186	0.988281	0.007812	5.882812	5.875000	0.268617	female
3160	0.151771	0.089147	0.185970	0.058159	0.230199	0.172040	1.227710	4.304354	0.962045	0.744590	0.230547	0.151771	0.201600	0.023426	0.266667	0.766741	0.007812	4.007812	4.000000	0.192220	female
3161	0.170656	0.081237	0.184277	0.113012	0.239096	0.126084	1.378256	5.431663	0.950750	0.658558	0.161506	0.170656	0.198475	0.160000	0.253968	0.414062	0.007812	0.734375	0.726562	0.336918	female
3162	0.146023	0.092525	0.183434	0.041747	0.224337	0.182590	1.384981	5.118927	0.948999	0.659825	0.215482	0.146023	0.195640	0.039506	0.275862	0.533854	0.007812	2.992188	2.984375	0.258924	female
3163	0.131884	0.084734	0.153707	0.049285	0.201144	0.151859	1.762129	6.630383	0.962934	0.763182	0.200836	0.131884	0.182790	0.083770	0.262295	0.832899	0.007812	4.210938	4.203125	0.161929	female
3164	0.116221	0.089221	0.076758	0.042718	0.204911	0.162193	0.693730	2.503954	0.960716	0.709570	0.013683	0.116221	0.188980	0.034409	0.275862	0.909856	0.039062	3.679688	3.640625	0.277897	female
3165	0.142056	0.095798	0.183731	0.033424	0.224360	0.190936	1.876502	6.604509	0.946854	0.654196	0.008006	0.142056	0.209918	0.039506	0.275862	0.494271	0.007812	2.937500	2.929688	0.194759	female
3166	0.143659	0.090628	0.184976	0.043508	0.219943	0.176435	1.591065	5.388298	0.950436	0.675470	0.212202	0.143659	0.172375	0.034483	0.250000	0.791360	0.007812	3.593750	3.585938	0.311002	female
3167	0.165509	0.092884	0.183044	0.070072	0.250827	0.180756	1.705029	5.769115	0.938829	0.601529	0.267702	0.165509	0.185607	0.062257	0.271186	0.227022	0.007812	0.554688	0.546875	0.350000	female

Most frequent

	meanfreq	sd	median	Q25	Q75	IQR	skew	kurt	sp.ent	sfm	mode	centroid	meanfun	minfun	maxfun	meandom	mindom	maxdom	dfrange	modindx	label	count
0	0.212190	0.043190	0.215153	0.188957	0.245644	0.056687	1.862573	6.109790	0.877669	0.314398	0.188957	0.212190	0.139942	0.047198	0.279070	1.925551	0.023438	15.609375	15.585938	0.121344	female	2
1	0.213732	0.057705	0.242573	0.141701	0.257984	0.116283	2.113598	7.890927	0.859712	0.084934	0.248978	0.213732	0.133667	0.028319	0.253968	0.818125	0.132812	4.164062	4.031250	0.229051	male	2

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent